AI for Good 225d ago

Convolutional networks have revolutionized image analysis and data science. They are among the main driving forces behind the current AI revolution. This presentation outlines key developments, beginning with the initial breakthrough in image classification (Krizhevsky et al., NeurIPS 2012), and then explores efforts to extend the capabilities of deep networks to broader challenges in image analysis, shape analysis, medicine, and the life sciences. Examples include optical flow estimation (Dosovitskiy et al., ICCV 2015), the acceleration of diffusion tensor imaging (Golkov et al. 2016), tuberculosis screening from chest x-rays (Golkov et al., Sci. Reports 2019), and protein structure prediction (Golkov et al., NeurIPS 2016). It also includes a brief overview of convolutional networks for graph-valued data and introduces a recent solution that extends these networks to directed graphs using holomorphic functional calculus (Koke & Cremers, ICLR 2024). Session Objectives: By the end of the session, participants will be able to: Explain the fundamental principles and architecture of convolutional networks. Apply convolutional networks to non-Euclidean data structures. Explore real-world applications of convolutional networks in medical imaging and the life sciences. Speakers: Daniel Cremers Professor, Technical University of Munich Moderators: Arnout Devos Scientific Coordinator, European Laboratory for Learning and Intelligent Systems (ELLIS) AI for Good is identifying innovative AI applications, building skills and standards, and advancing partnerships to solve global challenges. AI for Good is organized by ITU in partnership with over 50 UN partners and co-convened with the Government of Switzerland. Join the Neural Network! 👉https://aiforgood.itu.int/neural-network/ The AI for Good networking community platform powered by AI. Designed to help users build connections with innovators and experts, link innovative ideas with social impact opportunities, and bring the community together to solve global challenges using AI. 🔴 Watch the latest #AIforGood videos! https://www.youtube.com/c/AIforGood/videos 📩 Stay updated and join our weekly AI for Good newsletter: http://eepurl.com/gI2kJ5 🗞Check out the latest AI for Good news: https://aiforgood.itu.int/newsroom/ 📱Explore the AI for Good blog: https://aiforgood.itu.int/ai-for-good-blog/ 🌎 Connect on our social media: Website: https://aiforgood.itu.int/ X: https://twitter.com/AIforGood LinkedIn Page: https://www.linkedin.com/company/26511907 LinkedIn Group: https://www.linkedin.com/groups/8567748 Instagram: https://www.instagram.com/aiforgood Facebook: https://www.facebook.com/AIforGood Disclaimer: The views and opinions expressed are those of the panelists and do not reflect the official policy of the ITU.